{"id":"W2093194038","doi":"10.2337/diaclin.23.1.6","title":"The Coming Crisis in Continuing Education in Diabetes: Resolvable Issues and Novel Solutions","year":2005,"lang":"en","type":"article","venue":"Clinical Diabetes","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Continuing education; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004091101,0.0001381552,0.0004521514,0.0001171295,0.0005570555,0.00002774599,0.0002070896,0.0002530834,0.00004511639],"category_scores_gemma":[0.002502489,0.0001068424,0.0000660261,0.0002255944,0.0001366626,0.0002264755,0.000206009,0.0009442013,0.0000687277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002315658,"about_ca_system_score_gemma":0.0005745795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00025646,"about_ca_topic_score_gemma":0.003329616,"domain_scores_codex":[0.996803,0.0005892497,0.001306068,0.0003204572,0.0001276439,0.0008535817],"domain_scores_gemma":[0.9924625,0.006738564,0.0002190885,0.0003344402,0.00009695117,0.0001485076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008279534,0.0001367998,0.884994,0.00007524074,0.00000603818,1.071096e-7,0.0006354775,0.00000162721,0.00004160292,0.001531733,0.04978992,0.06277914],"study_design_scores_gemma":[0.0009677649,0.00004696845,0.76842,0.0003981466,0.00001314639,2.710587e-8,0.003446156,0.0005602358,0.000009874712,0.002021087,0.2239687,0.0001478118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9241322,0.008411373,0.000006207943,0.06361508,0.000763284,0.0005557493,0.000009256499,0.00004691062,0.002459912],"genre_scores_gemma":[0.9655323,0.002297957,0.001267938,0.02784407,0.0008413738,0.0002712783,0.00001486021,0.00002693343,0.001903275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1741788,"threshold_uncertainty_score":0.4356906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08965955069714045,"score_gpt":0.4888920598326302,"score_spread":0.3992325091354897,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}